RRepoGEO

REPOGEO REPORT · LITE

minhalvp/android-mcp-server

Default branch master · commit 451d255a · scanned 5/29/2026, 6:13:04 PM

GitHub: 755 stars · 85 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface minhalvp/android-mcp-server, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README's opening sentence to clarify purpose and category

    Why:

    CURRENT
    An MCP (Model Context Protocol) server that provides programmatic control over Android devices through ADB (Android Debug Bridge).
    COPY-PASTE FIX
    This is a Python-based server for programmatic control and automation of Android devices via ADB (Android Debug Bridge). It implements the Model Context Protocol (MCP) to expose device management capabilities, enabling clients like AI assistants and code editors to interact with Android devices.
  • mediumhomepage#2
    Add the repository URL as the homepage

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://github.com/minhalvp/android-mcp-server

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface minhalvp/android-mcp-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Appium
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Appium · recommended 1×
  2. ADB · recommended 1×
  3. Frida · recommended 1×
  4. GenyMotion Cloud · recommended 1×
  5. AWS Device Farm · recommended 1×
  • CATEGORY QUERY
    How to build a backend service for programmatic Android device control and UI analysis?
    you: not recommended
    AI recommended (in order):
    1. Appium
    2. ADB
    3. Frida
    4. GenyMotion Cloud
    5. AWS Device Farm
    6. Google Cloud Test Lab
    7. OpenSTF

    AI recommended 7 alternatives but never named minhalvp/android-mcp-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a Python-based solution to automate Android device interactions and app management remotely.
    you: not recommended
    AI recommended (in order):
    1. Appium (appium/appium)
    2. uiautomator2 (openatx/uiautomator2)
    3. adb-shell (JeffLIrion/adb-shell)
    4. pure-python-adb (google/python-adb)
    5. Frida (frida/frida)
    6. Robot Framework (robotframework/robotframework)
    7. Kivy (kivy/kivy)

    AI recommended 7 alternatives but never named minhalvp/android-mcp-server. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of minhalvp/android-mcp-server?
    pass
    AI did not name minhalvp/android-mcp-server — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts minhalvp/android-mcp-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named minhalvp/android-mcp-server explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo minhalvp/android-mcp-server solve, and who is the primary audience?
    pass
    AI named minhalvp/android-mcp-server explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)
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minhalvp/android-mcp-server — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite